Yes. Mitch Miller has 169 songs listed in a dataset used to train AI music models.

Used for training 169

songs in LAION-DISCO-12M under the artist name

A list of 12 million songs on YouTube Music, gathered by walking artist pages, that LAION published in 2024 for training general music models.

Including When the Saints Go Marching In, My Darling Clementine, Happy Days

Listed under the artist name 169 songs in LAION-DISCO-12M

Matched exactly: this YouTube Music artist id is the one the dataset lists these songs under.

When the Saints Go Marching In

Listed as Mitch Miller & The Gang – When the Saints Go Marching In (All-Time Favourites) · Watch on YouTube

youtube_video 0Cwe37kkTWo · row 0Cwe37kkTWo

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My Darling Clementine

Listed as Mitch Miller & The Gang – My Darling Clementine (All-Time Favourites) · Watch on YouTube

youtube_video 3aPIjnxdpBQ · row 3aPIjnxdpBQ

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Happy Days

Listed as Mitch Miller – Happy Days (Forever Mitch Miller) · Watch on YouTube

youtube_video 5gi429m1R6Q · row 5gi429m1R6Q

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Sleigh Ride

Listed as Mitch Miller and the Gang – Sleigh Ride (Holiday Sing Along With Mitch) · Watch on YouTube

youtube_video 6c6sMz7OKXA · row 6c6sMz7OKXA

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Jingle Bells

Listed as Mitch Miller and the Gang – Jingle Bells (Holiday Sing Along With Mitch) · Watch on YouTube

youtube_video 8OTlSQhggeY · row 8OTlSQhggeY

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On Top of Old Smokey

Listed as Mitch Miller – On Top of Old Smokey (Forever Mitch Miller) · Watch on YouTube

youtube_video 8dyp-Pb3LrU · row 8dyp-Pb3LrU

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Les Canons De Navaronne

Listed as Mitch Miller And The Gang – Les Canons De Navaronne (Western Story - Les Films Cultes Des Années 50) · Watch on YouTube

youtube_video B34DDuUV8sM · row B34DDuUV8sM

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Deck the Halls

Listed as Mitch Miller – Deck the Halls (Christmas Album) · Watch on YouTube

youtube_video B9QMpvGttCw · row B9QMpvGttCw

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Meet a Happy Guy

Listed as Guy Mitchell, Mitch Miller Orchestra – Meet a Happy Guy (Red Garters (O.S.T - 1954)) · Watch on YouTube

youtube_video Bc6C6VWq1c0 · row Bc6C6VWq1c0

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Little Fir Tree

Listed as Anne Lloyd, Michael Stewart, The Sandpipers, Mitch Miller and Orchestra – Little Fir Tree (Christmas Memories) · Watch on YouTube

youtube_video C6fl0WRScOw · row C6fl0WRScOw

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My Truly, Truly Fair

Listed as Guy Mitchell and Mitch Miller, Mitch Miller – My Truly, Truly Fair (Greatest Hits Of The 1950's, Vol. 4) · Watch on YouTube

youtube_video CCdNSPT3pfQ · row CCdNSPT3pfQ

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Tunes of Glory

Listed as Mitch Miller & The Sing-Along Gang – Tunes of Glory (The Essential Mitch Miller) · Watch on YouTube

youtube_video CK506KqsIs8 · row CK506KqsIs8

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Auld Lang Syne

Listed as Mitch Miller and the Gang – Auld Lang Syne (Special Days (Adeste Fideles)) · Watch on YouTube

youtube_video DAGcGL_SMRM · row DAGcGL_SMRM

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March from the River Kwai

Listed as Mitch Miller – March from the River Kwai (16 Most Requested Songs) · Watch on YouTube

youtube_video FB_bogk1YEw · row FB_bogk1YEw

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When Johnny Comes Marching Home

Listed as Mitch Miller & The Gang – When Johnny Comes Marching Home (All-Time Favourites) · Watch on YouTube

youtube_video FZOlZs0u1_Y · row FZOlZs0u1_Y

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Rudolph, The Red-Nosed Reindeer

Listed as Mitch Miller and the Gang – Rudolph, The Red-Nosed Reindeer (Holiday Sing Along With Mitch) · Watch on YouTube

youtube_video FrPu2sYYQkw · row FrPu2sYYQkw

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Little White Cloud / March from the River Kwai

Listed as Johnny Ray, Mitch Miller – Little White Cloud / March from the River Kwai (Music You Can't Forget - Radio Hosts The Greatest Moments in Show Business) · Watch on YouTube

youtube_video H-Ta8QrecM8 · row H-Ta8QrecM8

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This Old Man (Nick, Nack, Paddy Wack)

Listed as Mitch Miller, His Orchestra And Chorus – This Old Man (Nick, Nack, Paddy Wack) (Vintage Dance Orchestras Nº 98 - EPs Collectors, "La Marcha De Los Niños") · Watch on YouTube

youtube_video KVYL1bFWGKs · row KVYL1bFWGKs

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Jezebel

Listed as Frankie Laine, The Norman Luboff Choir, Mitch Miller and His Orchestra – Jezebel (Country Brothers) · Watch on YouTube

youtube_video Keo-_M_WH-M · row Keo-_M_WH-M

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Frosty The Snowman

Listed as Mitch Miller and the Gang – Frosty The Snowman (Holiday Sing Along With Mitch) · Watch on YouTube

youtube_video LUtkcRovJR0 · row LUtkcRovJR0

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I've Got Sixpence / I've Been Working On The Railroad / That's Where My Money Goes

Listed as Mitch Miller & The Gang – I've Got Sixpence / I've Been Working On The Railroad / That's Where My Money Goes (Sing Along With Mitch) · Watch on YouTube

youtube_video Lxur4O98zI8 · row Lxur4O98zI8

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Pittsburgh, Pennsylvania

Listed as Guy Mitchell, Mitch Miller – Pittsburgh, Pennsylvania (Popular Classics Vol 6) · Watch on YouTube

youtube_video NOgLkGG9jGc · row NOgLkGG9jGc

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Constellation

Listed as John Lewis, Miles Davis, Mitch Miller, Charlie Parker – Constellation (Let The Good Times Roll) · Watch on YouTube

youtube_video NPm1o-wN8NI · row NPm1o-wN8NI

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Rose, Rose I Love You

Listed as Frankie Laine, The Norman Luboff Choir, Mitch Miller & His Orchestra – Rose, Rose I Love You (Country Gold Vol 2) · Watch on YouTube

youtube_video OGPQD6-LJ3Y · row OGPQD6-LJ3Y

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Blue Bird

Listed as Charlie Parker, Mitch Miller, Miles Davis, John Lewis – Blue Bird (Let The Good Times Roll) · Watch on YouTube

youtube_video PtSEyOpgbmA · row PtSEyOpgbmA

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The Longest Day

Listed as Mitch Miller – The Longest Day (Original War Movie Themes & Songs) · Watch on YouTube

youtube_video Q9HyCI6jp6A · row Q9HyCI6jp6A

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I'm Looking Over a Four Leaf Clover

Listed as Mitch Miller – I'm Looking Over a Four Leaf Clover (16 Most Requested Songs) · Watch on YouTube

youtube_video QhoPNq9Jcnc · row QhoPNq9Jcnc

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The Twelve Days of Christmas

Listed as Mitch Miller and the Gang – The Twelve Days of Christmas (Holiday Sing Along With Mitch) · Watch on YouTube

youtube_video SJKuYjukcak · row SJKuYjukcak

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She Wore A Yellow Ribbon

Listed as Mitch Miller & The Gang – She Wore A Yellow Ribbon (Sing Along With Mitch) · Watch on YouTube

youtube_video Sl4DWEJfvOQ · row Sl4DWEJfvOQ

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When Santa Claus Gets Your Letter

Listed as Anne Lloyd, Michael Stewart, The Sandpipers, Mitch Miller and His Orchestra – When Santa Claus Gets Your Letter (First Christmas Record for Children) · Watch on YouTube

youtube_video UmcTdCB9t20 · row UmcTdCB9t20

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Red River Valley

Listed as Mitch Miller – Red River Valley (The Big Bands Collection, Vol. 7/23: Mitch Miller - Sing Along With Mitch) · Watch on YouTube

youtube_video WD1nfHb-omM · row WD1nfHb-omM

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Mighty Mouse (Original Theme Song from ''Mighty Mouse'')

Listed as The Terrytooners, Mitch Miller and Orchestra – Mighty Mouse (Original Theme Song from ''Mighty Mouse'') (Songs and Tales for Children) · Watch on YouTube

youtube_video Z9c4ni8mb3Q · row Z9c4ni8mb3Q

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The Guns of Navarone

Listed as Mitch Miller & His Orchestra & Chorus – The Guns of Navarone (The Essential Mitch Miller) · Watch on YouTube

youtube_video dAWBoBzho10 · row dAWBoBzho10

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Goodnight Irene

Listed as Mitch Miller – Goodnight Irene (Goodnight Irene) · Watch on YouTube

youtube_video gC67LFBZBKc · row gC67LFBZBKc

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Santa Claus Is Coming To Town

Listed as Mitch Miller and the Gang – Santa Claus Is Coming To Town (Holiday Sing Along With Mitch) · Watch on YouTube

youtube_video g_lO-1VjXL4 · row g_lO-1VjXL4

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Rudolph the Red-Nosed Reindeer

Listed as Anne Lloyd, Michael Stewart, The Sandpipers, Mitch Miller and His Orchestra – Rudolph the Red-Nosed Reindeer (First Christmas Record for Children) · Watch on YouTube

youtube_video hc8VdwIneDY · row hc8VdwIneDY

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You Are My Sunshine

Listed as Mitch Miller & The Gang – You Are My Sunshine (Sing Along With Mitch) · Watch on YouTube

youtube_video i-9QDihMKcg · row i-9QDihMKcg

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My Heart Cries For You

Listed as Guy Mitchell, Mitch Miller – My Heart Cries For You (49 Great Love Songs) · Watch on YouTube

youtube_video jnsi4QpEU4Q · row jnsi4QpEU4Q

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Bunny, Bunny, Bunny (feat. The Sandpipers)

Listed as Mitch Miller, The Sandpipers – Bunny, Bunny, Bunny (feat. The Sandpipers) (Favorite Children's Songs) · Watch on YouTube

youtube_video kSyra3_sVaI · row kSyra3_sVaI

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Must Be Santa

Listed as Mitch Miller and the Gang – Must Be Santa (Holiday Sing Along With Mitch) · Watch on YouTube

youtube_video lObEeGm59Ys · row lObEeGm59Ys

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My Bonnie Lies over the Ocean

Listed as Mitch Miller & The Gang – My Bonnie Lies over the Ocean (All-Time Favourites) · Watch on YouTube

youtube_video nIgszyBK6WI · row nIgszyBK6WI

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The River Kwai March

Listed as Mitch Miller – The River Kwai March (The River Kwai March & The Yellow Rose of Texas) · Watch on YouTube

youtube_video sxbCdASSZ9I · row sxbCdASSZ9I

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Campton Races & Ohi Susana

Listed as Mitch Miller – Campton Races & Ohi Susana (The Big Bands Collection, Vol. 7/23: Mitch Miller - Sing Along With Mitch) · Watch on YouTube

youtube_video tgZHJU28XUg · row tgZHJU28XUg

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Winter Wonderland

Listed as Mitch Miller and the Gang – Winter Wonderland (Holiday Sing Along With Mitch) · Watch on YouTube

youtube_video u-JEGJAcH8w · row u-JEGJAcH8w

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Song for a Summer Night

Listed as Mitch Miller – Song for a Summer Night (Mitch Miller and the Gang With Chorus and Orchestra) · Watch on YouTube

youtube_video vUPO_w2HeQY · row vUPO_w2HeQY

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Medley: Hinky Dinky Parlez Vous / She'll Be Coming 'Round the Mountain

Listed as Mitch Miller – Medley: Hinky Dinky Parlez Vous / She'll Be Coming 'Round the Mountain (Mitch Miller and the Gang With Chorus and Orchestra) · Watch on YouTube

youtube_video vjbYYLzCTzw · row vjbYYLzCTzw

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March From The River Kwai And Colonel Bogey

Listed as Mitch Miller and His Orchestra – March From The River Kwai And Colonel Bogey (Instrumental Favourites Of All Time) · Watch on YouTube

youtube_video vwzKGmkwM6I · row vwzKGmkwM6I

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Autumn Leaves

Listed as Mitch Miller, Jill Corey, Jerry Vale, The Micael Stewart Chorus – Autumn Leaves (European Holiday) · Watch on YouTube

youtube_video yHRVRGo-_tc · row yHRVRGo-_tc

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Do-Re-Mi (From 'The Sound of Music' – Original Broadway Cast)

Listed as Mitch Miller – Do-Re-Mi (From 'The Sound of Music' – Original Broadway Cast) (Children's Traditional Favourites) · Watch on YouTube

youtube_video yzq_9SPSZrI · row yzq_9SPSZrI

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Medley: The River Kwai March / Colonel Bogey March

Listed as Mitch Miller & His Orchestra – Medley: The River Kwai March / Colonel Bogey March (The Bridge On The River Kwai (Soundtrack)) · Watch on YouTube

youtube_video zjD5NKSJ2kg · row zjD5NKSJ2kg

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What this means

Last reviewed 2026-09-24.

Presence in a public research dataset shows that a clip of your recording was listed by academic or industry researchers as material for building or testing audio models. It does not by itself show which commercial products, if any, used the clip. The legal picture is moving. On 31 July 2026 the Regional Court of Munich I ruled in GEMA's case against Suno (case 42 O 763/25) that reproducing works for training, holding them in a model in retrievable form, and generating similar outputs can each infringe copyright under German and EU law; the judgment is not final and can be appealed. In the United States, Warner Music Group settled its claims against Suno on 25 November 2025 with a licensing deal, while the parallel claims by Universal and Sony were still pending at that point. Since then BMG (12 August 2026) and Believe/TuneCore (8 September 2026) have signed opt-in licensing deals with Suno.

What you can do

3 routes. None is a guarantee.

UK, PRS members. Send PRS for Music your report and ask what collective or licensing route covers your works.
- PRS for Music and Artificial Intelligence, Version 1 (October 2025), 2025-10-01
- PRS for Music: AI and music copyright, 2026-09-24
Germany, GEMA members. GEMA won a first-instance ruling against Suno on 31 July 2026 and has a licensing model. Ask how they apply to your repertoire.
- GEMA: Suno AI and OpenAI, GEMA sues for fair compensation, 2025-01-21
- DLA Piper: GEMA v Suno, Munich Regional Court judgment of 31 July 2026, 2026-08-28
- Music Business Worldwide: Germany's GEMA launches AI Charter, 2024-11-05
Signed to Warner, BMG or Believe/TuneCore. Each has an opt-in licensing deal with Suno. Ask your label what opting in or out means for you and whether any settlement money reaches artists.
- Music Business Worldwide: Warner Music Group settles with Suno, 2025-11-25
- Music Ally: Suno signs another music licensing deal, with BMG, 2026-08-12
- Music Business Worldwide: Suno inks global deal with Believe, 2026-09-08

Is this you?

Check another name

These pages report where identifiers from public research datasets point. Presence in a dataset is a fact about the dataset, not a claim about the channel or artist, and says nothing about what any company did with the material. If you are this artist and want this page removed, see removals.